Consistent with RNA-seq analysis, the IR type showed several PD-1+CD8+ T cells and CD68+ type I macrophages infiltrating the tumour nest, while the XB and MS types showed scant CD8+ T cell infiltration in tumour nests (Fig. 4b). Here, CD8A is linked to neoplasm.